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Excalidraw Data
Text Elements
Source Documents
(1) Chunk Documents
Text Chunks
~600 tokens, with overlap
(2) LLM Entity & Relationship Extraction
Entities
(name, type, description)
Relationships
(source, target, description)
(3) Entity Resolution
Canonical Nodes
Deduplicated entities
(4) Build Knowledge Graph
Knowledge Graph
G = (V, E) where V=entities,
E=relationships
(5) Community Detection
Hierarchical Communities
Leiden Algorithm clustering
Multi-level community structure
(6) LLM Community Summarization
Community Summaries
Summaries at each hierarchy level
(7) Embed Everything
Entity Embeddings
Community Embeddings
Relationship Embeddings
GraphRAG Indexing Pipeline